"Online distortion simulation using generative machine learning models:" by Haochen Mu, Fengyang He et al.
In the era of Industry 4.0 and smart manufacturing, Wire Arc Additive Manufacturing (WAAM) stands at the forefront, driving a paradigm shift towards automated, digitalized production. However, online simulation remains a technical barrier toward building a Digital Twin (DT) for metallic AM due to the prolonged computing time of numerical simulations and limitations in accuracy of current data-driven models. This study addresses these issues by introducing an adaptive online simulation model for ...
Generative Adversarial Network Artificial Neural Networks Recurrent Neural Network Wire Arc Additive Manufacturing Digital Twin Vector Quantized Variational Autoencoder
Source: uow.edu.au